Issues

• Plot implied prior vs posterior of causal estimands

  blocked/waitingdocumentationenhancementplotting
  pymc-labs/CausalPy#1226 · Filter by author daimon-pymclabs opened on Sep 28, 2026

• Compute causal estimands via g-computation on predicted expected outcomes

  enhancementmajorneeds:maintainer-decision
  pymc-labs/CausalPy#1225 · Filter by author daimon-pymclabs opened on Sep 28, 2026
  1

• Knowledgebase: add a Bayesian workflow page using the lazy experiment lifecycle

  documentation
  pymc-labs/CausalPy#1224 · Filter by author daimon-pymclabs opened on Sep 28, 2026 · 1.0.0
  

• Support up/down/control geo lift analysis for MMM saturation calibration

  enhancementgeo project
  pymc-labs/CausalPy#1219 · Filter by author drbenvincent opened on Sep 28, 2026
  1

• Rename required status check before merging the PyMC 6 migration branch into main

  pymc-labs/CausalPy#1216 · Filter by author daimon-pymclabs opened on Sep 26, 2026
  1

• Lock covariate-adjusted DiD to the interaction, not the four cell means

  tests
  pymc-labs/CausalPy#1205 · Filter by author drbenvincent opened on Sep 26, 2026

• Lock SDiD synthetic trajectory under joint reordering of controls and weights

  tests
  pymc-labs/CausalPy#1203 · Filter by author drbenvincent opened on Sep 26, 2026

• Lock saturated DiD interaction to the four-mean contrast

  tests
  pymc-labs/CausalPy#1204 · Filter by author drbenvincent opened on Sep 26, 2026

• Lock SDiD tau at zero for a constant gap and simplex time weights

  tests
  pymc-labs/CausalPy#1202 · Filter by author drbenvincent opened on Sep 26, 2026

• Fit doubly robust outcome regressions with fit_intercept=False

  bug
  pymc-labs/CausalPy#1201 · Filter by author drbenvincent opened on Sep 26, 2026

• Lock overlap IPW to the overlap population, not the full-sample ATE

  tests
  pymc-labs/CausalPy#1200 · Filter by author drbenvincent opened on Sep 26, 2026

• Lock raw and robust IPW as the same binary-treatment functional

  tests
  pymc-labs/CausalPy#1199 · Filter by author drbenvincent opened on Sep 26, 2026

• PlaceboInSpace: attach the MSPE ratio figure to CheckResult.figures

  pymc-labs/CausalPy#1198 · Filter by author anevolbap opened on Sep 24, 2026

• Allow sensitivity checks to run directly on fitted experiments

  pymc-labs/CausalPy#1193 · Filter by author drbenvincent opened on Sep 21, 2026

• spike_and_slab defaults lack an expected-model-size control

  pymc-labs/CausalPy#1177 · Filter by author anevolbap opened on Aug 23, 2026

• variable selection API differs between InstrumentalVariableRegression and StateSpaceTimeSeries

  pymc-labs/CausalPy#1176 · Filter by author anevolbap opened on Aug 23, 2026

• Plotting 1.1 — cleanup, dependency audit, and docs

  agentsplottingrefactor
  pymc-labs/CausalPy#1162 · Filter by author drbenvincent opened on Aug 8, 2026 · 1.1.0

• Plotting 1.1 — PanelRegression and StaggeredDiD plotting surfaces

  agentsplottingrefactor
  pymc-labs/CausalPy#1161 · Filter by author drbenvincent opened on Aug 8, 2026 · 1.1.0

• Plotting 1.1 — cross-sectional experiments (RegressionKink, PrePostNEGD, DiD)

  agentsplottingrefactor
  pymc-labs/CausalPy#1160 · Filter by author drbenvincent opened on Aug 8, 2026 · 1.1.0

• Plotting 1.1 — ITS family: shared three-panel builder (ITS, SC, SDiD, PiecewiseITS)

  agentsplottingrefactor
  pymc-labs/CausalPy#1159 · Filter by author drbenvincent opened on Aug 8, 2026 · 1.1.0

• Plotting 1.1 — RegressionDiscontinuity conformance with the shared plotting layer

  agentsplottingrefactor
  pymc-labs/CausalPy#1158 · Filter by author drbenvincent opened on Aug 8, 2026 · 1.1.0

• Plotting 1.1 — Phase 0: tidy draw extraction and declarative posterior layers

  agentsplottingrefactor
  pymc-labs/CausalPy#1157 · Filter by author drbenvincent opened on Aug 8, 2026 · 1.1.0

• Plotting 1.1 — Phase 0: shared plotnine draw-and-finalize seam

  agentsplottingrefactor
  pymc-labs/CausalPy#1156 · Filter by author drbenvincent opened on Aug 8, 2026 · 1.1.0

• Meta: declarative plotting migration (plotnine + tidy draws) — 1.1

  agentsplottingrefactor
  pymc-labs/CausalPy#1155 · Filter by author drbenvincent opened on Aug 8, 2026 · 1.1.0
  1

• Extend canonical coefficient contract to pymc-forecast where appropriate

  enhancement
  pymc-labs/CausalPy#1154 · Filter by author drbenvincent opened on Aug 8, 2026
  1